{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.font_manager import FontManager\n",
    "fm = FontManager()\n",
    "mat_fonts = set(f.name for f in fm.ttflist) \n",
    "plt.rcParams['font.family'] = 'SimHei'\n",
    "plt.rcParams['font.size'] = 18"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "male = pd.read_excel('C:/Users/srt/Desktop/2/python/matplotlib作业/体测分数_男生.xls',sheet_name = 0)\n",
    "female = pd.read_excel('C:/Users/srt/Desktop/2/python/matplotlib作业/体测分数_女生.xls',sheet_name = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "#男1000米饼图\n",
    "run = male[male['男1000米跑']!=0] #清洗掉成绩为0的\n",
    "run_count = pd.cut(run['男1000米跑'],\n",
    "       bins = 3, \n",
    "       labels=['优秀','中等','不及格'],\n",
    "       right = True).value_counts()\n",
    "run_count = pd.DataFrame(run_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'      男1000米饼图      ')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "_ = plt.pie(run_count['男1000米跑'],\n",
    "            labels = run_count.index.tolist(),\n",
    "            textprops={'family':'SimHei','fontsize':18},\n",
    "            autopct='%0.2f%%',\n",
    "            shadow=True)\n",
    "plt.title('      男1000米饼图      ',\n",
    "          backgroundcolor = '#c5b783',\n",
    "          color = 'white',\n",
    "          weight = 'bold',\n",
    "          fontsize = 24,\n",
    "          pad = 30) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "#男引体饼图\n",
    "yinti = male[male['男引体']!=0] #清洗掉成绩为0的\n",
    "yinti_count = pd.cut(yinti['男引体'],\n",
    "       bins = 3, \n",
    "       labels=['不及格','中等','优秀'],\n",
    "       right = True).value_counts()\n",
    "yinti_count = pd.DataFrame(yinti_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'      男引体饼图      ')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "_ = plt.pie(yinti_count['男引体'],\n",
    "            labels = yinti_count.index.tolist(),\n",
    "            textprops={'family':'SimHei','fontsize':18},\n",
    "            autopct='%0.2f%%',\n",
    "            shadow=True)\n",
    "plt.title('      男引体饼图      ',\n",
    "          backgroundcolor = '#c5b783',\n",
    "          color = 'white',\n",
    "          weight = 'bold',\n",
    "          fontsize = 24,\n",
    "          pad = 30) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'      女800米直方图      ')"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#女800米直方图\n",
    "run = female[(female['女800米跑']>2) & (female['女800米跑']<10)] #清洗掉成绩为0的和其他异常数据\n",
    "count,bins, fig= plt.hist(run['女800米跑'],bins = 4,color = 'red',)\n",
    "plt.title('      女800米直方图      ',\n",
    "          backgroundcolor = '#c5b783',\n",
    "          color = 'white',\n",
    "          weight = 'bold',\n",
    "          fontsize = 24,\n",
    "          pad = 30) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'      女跳远直方图      ')"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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++q5o24kCerra+41qB6i9/EZqFtfR3dnKzi3/nnNgYUFBEQXJYhIFSYpLZzJ/6TUkk8W0ng01m0Un+Pm1G6mKb/aHpK8i+547HiSYUFhMOQoLyVtBQRHFZTOZNn0u5TPmUzFrCWXl1fHYhHYO7f4ZDfue7Nc809V5jr3bH6Bh/1MsvfwmKquXs/TyNzBz9jJ2bP4aEM2jVFWzisKiMlKpHk4ee5njR37B6RP7yByIt3z1rbin2L3tB/2uAHp7oudbevmNzK+9hsJ4oNqpE7uBaP6kNRt/i+kzF9DZfoYX67/Wd3O8ev5aFi5/DUsuvaHf9np6OqLtuuOkAIu+xc4SFBQUkkgW0d3Zypaf3QM4BckikkVlfXNPpQf2JQtL8jq2vT2d9PZ0UpAsxqwgmuU1o4dTUUkFy1e/kcrq5XR3trL92fsG7Y1VWl7FFdf+Tr9lnkpxaE9g6pH4BJ8eSHleEgqLqUZhIXkrmTaL1etv7zsBplK9nGraRVPDVk4ef3nIeY06Wk+yY/PXqJq3mqUrb+Lgrkf7rT964BlKy6s4uv+ZAU0lldWXcMkVtwGwb8fDA744qPVcI6dP7GXG7FrKyqsAaDnb2Hdz3b2X40eep6h4Otue/gqdHa9MTdLUsJWmhq1Mq5hHZdVyplXMpbiskqLickpKZ/ZNzZ3L4d2v3Azf9vS/DnHkRodZgo62U+zY/PUB3YYztZxpiMaKOLS1NNFy+ggnGl+ko22QJqOM7UPub8rLV/qb8nTPYuqxi+1LSp546GMX1w6PstlzV1JUMp2WMw20nm0c0ddnFiSLh32zu3r+WpKFpcP+0qBMycKSEU3lYVaAJRLR7/T3cZvR090xvNlez5NZIp6OpD1ceASKSipIFpbS0XZyVObHkpG77uYPDz6l8QTRlYUMSz5zPIWMpFdUU8PW837ekc759Mr04BN7AnVPjVlQQNRT6nzHxMjUpWtFEREJUliIiEiQwkJERIIuxrAYurO5iMjEmpTnqIuuN5SIiAzfxXhlISIiw6SwEBGRIIWFiIgEKSxERCRIYSEiIkEKCxERCVJYiIhIkMJCRESCFBYiIhKksBARkSCFhYiIBCksREQkSGEhIiJBCgsREQlSWIiISJDCQkREghQWIiISpLAQEZEghYWIiAQpLEREJCg50RXIR1VVldfW1k50NURELiibN28+4e7Vo7GtCyIsamtrqa+vn+hqiIhcUMzswGhtS81QIiISpLAQEZEghYWIiAQpLEREJEhhISIiQQoLEREJUliIiEiQwkJERIIUFiIiEnRBjOCWcWY20TW4sLhPdA1ExtywrizMrMjMlpvZjLGqkIiITD55h4WZfQBoBnYDJ8zsi2ZWnLF+k5nVm1mbmT1mZstzbGOdmT1qZq1mtsXM6kZlL0REZEzlFRZm9jbg48CHgXXAR4A7gT+J168HHgKKgQ8BDjyQFSa1wE+ApcBfAPuBh8ysalT2RERExky+VxZ/CXzO3T/r7i+4+8eJTvy/HK//JHAaeJ273w3cClQAd2Vs46NAGfB6d/808FbgEPDB894LEREZU8GwMLMC4P1EgZCpC0iZWSXwGuBL7n4SwN1bga8Dt8XbMOBNwHfdfU9cphf4crqMiIhMXsGwcPded3/Q3Y+ml5nZGuD1wMPAyng7j2c99AWiJiuAecCsQcosN7NpI6u+iIiMh+H2hlptZl8AngZ+THS1MTNevT+reBNQZWYlgTIAi4ZTDxERGV/DHZRXCVxBdO+hBygE0p3y27LKdsS/p+dZph8zuyvuXVXf1NSUvVpERMbRsMLC3R939w3AJuANwKd55YSfPZIr/XdxnmWyn+ted69z97rq6lH5ClkRERmhEU334e4/Bb5G1KOpMV6c3ZSU7hJ7Ls8yIiIySeXTG6rKzD5hZnOyVp0kmi5kF9AOXJu1/iqg3d3PxL2j9g5SBl4JExERmYTyubI4C7yTaLAd0Ned9hbgaXfvIuoVdWd8MxszKwTeDvw0YzvfB96WNQjvDmCnux87r70QEZExlU/X2S7gY8B7zew+M/tD4AHgUqLBegCfAFYA3zCzm4FvEzU53ZOxqc8R3Zv4npndEveq2phVRkREJqF8Z539FFFT03uIBtFtIRqJ/XMAd3/SzH4b+DzwZiAF/JW735/egLvvNbO3APcRhQ3AF4G/H40dERGRsWM+itMrm9lsYAOwy913D1KmHHg10ODuW/PZbl1dndfX149aPSVAU5QPj6Yol0nKzDa7+6hM2Dqq32fh7s3Ag4EyLcB/jubziojI2NI35YmISJDCQkREghQWIiISpLAQEZEghYWIiAQpLEREJEhhISIiQQoLEREJUliIiEiQwkJERIIUFiIiEqSwEBGRIIWFiIgEKSxERCRIYSEiIkEKCxERCVJYiIhIkMJCRESCFBYiIhKksBARkSCFhYiIBCksREQkSGEhIiJBCgsREQlSWIiISJDCQkREghQWIiISlJzoCohc8MwmugYXFveJroGMgK4sREQkSGEhIiJBCgsREQlSWIiISJDCQkREghQWIiISpLAQEZEghYWIiAQpLEREJEhhISIiQQoLEREJUliIiEiQwkJERIIUFiIiEqSwEBGRIIWFiIgEKSxERCRIYSEiIkEKCxERCVJYiIhIkMJCRESCFBYiIhKksBARkSCFhYiIBOUVFmaWMLM/N7NDZtZtZofN7A+zymwys3ozazOzx8xseY7trDOzR82s1cy2mFndaO2IiIiMnXyvLD4a//wIeBewC/hHM3sbgJmtBx4CioEPAQ48YGbF6Q2YWS3wE2Ap8BfAfuAhM6s6770QEZExFQwLM6sGPgD8qbvf6e7/DNwCHAN+Ny72SeA08Dp3vxu4FagA7srY1EeBMuD17v5p4K3AIeCDo7MrIiIyVvK5spgG/CXwD+kF7t4B7AaqzawSeA3wJXc/Ga9vBb4O3AZgZga8Cfiuu++Jy/QCX06XERGRySsYFu6+393/1t170svMrBBYC2wHVsbbeTzroS8A6+J/zwNmDVJmuZlNG1n1RURkPIy0N9TvETUzfQWYGS/bn1WmCagys5JAGYBF2U9gZnfFN8zrm5qasleLiMg4GnZYxDekPwo84u4/Aixe1ZZVtCP+PT3PMv24+73uXufuddXV1cOtpoiIjKKRXFncQ3QfI33zOn3Ct6xy6b+L8ywjIiKT1LDCwszuIurF9Mfuvjte3Bj/zm5KSneJPZdnGRERmaTyDgsz2wh8DvgXd/9yxqpdQDtwbdZDrgLa3f1M3Dtq7yBl4JUwERGRSSjfEdwrgO8D24A/ylzn7l3Aw8Cd8c3sdG+ptwM/zSj6feBtWYPw7gB2uvuxEe+BiIiMuXyvLL4KVAPfBt5qZrenf+L1nwBWAN8ws5vjcouI7m+kfY7o3sT3zOwWM/sCsDGrjIiITELm7kMXMJsNnBhsvbtbXO524PNEN79TwMfc/SNZ27oRuI8oeAC+CNzl7qmh6lBXV+f19fVD74mMHsvuhyAyigLnHBk9ZrbZ3UdlDr5kqIC7NzOwF1OucveZ2YPABmBXxg3wzDIPm9ky4NVAg7tvHUGdRURknAXDYjjiYHkwUKYF+M/RfF4RERlb+j4LEREJUliIiEiQwkJERIIUFiIiEqSwEBGRIIWFiIgEKSxERCRIYSEiIkEKCxERCVJYiIhIkMJCRESCFBYiIhKksBARkSCFhYiIBCksREQkSGEhIiJBCgsREQlSWIiISJDCQkREghQWIiISpLAQEZEghYWIiAQpLEREJEhhISIiQQoLEREJUliIiEiQwkJERIIUFiIiEqSwEBGRIIWFiIgEKSxERCRIYSEiIkEKCxERCVJYiIhIkMJCRESCFBYiIhKksBARkSCFhYiIBCksREQkSGEhIiJBCgsREQlSWIiISJDCQkREghQWIiISpLAQEZEghYWIiAQpLEREJEhhISIiQQoLEREJUliIiEiQwkJERIKGFRZmVm1mh8xsU451bzWzF82szczuN7PqHGU2mVl9XOYxM1t+HnUXEZFxkndYmFkp8E1gYY51t8XrmoEPAouBb2WVWQ88BBQDHwIceMDMikdaeRERGR95hYWZzQZ+DFyaY50BnwG2AW9w988CtwLXmNmbMop+EjgNvM7d747LVAB3ndceiIjImMv3yuJ2oAd4c451VwBLgX9w9w4Ad28AHgRuAzCzSuA1wJfc/WRcphX4erqMiIhMXvmGxf3ADUTNTNlWx78fz1r+ArAu/vfK+LmGKiMiIpNUXmHh7vvcvXeQ1TPj3/uzljcBi/IoU2VmJdkbNbO74pvh9U1NTflUU0RExshodJ21+Hd71vIOYHpWmbYcZcgo18fd73X3Onevq64e0LFKRETG0WiERQdRz6bsbRlRz6d0mfSy7DJklBMRkUloNMKikeikvyBreRVwLqMMvNIslVmGjHIiIjIJjUZYvBD/vjZr+VW8EhK7iJqpcpVpd/czo1APEREZI+cdFu5+CHge+IN4zEV6XMYtwKNxmS7gYeDO9M1sMysE3g789HzrICIiY2u05ob6OLAJuNfMbga+D5QA/5xR5hPACuAbcZlvEzVL3TNKdRARkTGSHI2NuPs3zawW+Bvg94BO4F3u/lxGmSfN7LeBzxMN7ksBf+Xu949GHUREZOwMKyzcfT8DezSl1/0fM/t/RIPsnnf3IznK3GdmDwIbgF3uvnv4VRYRkfE2KlcWaXFADAiJrDLNRFOBiIjIBULfZyEiIkEKCxERCVJYiIhIkMJCRESCFBYiIhKksBARkSCFhYiIBCksREQkSGEhIiJBCgsREQlSWIiISJDCQkREghQWIiISpLAQEZEghYWIiAQpLEREJEhhISIiQQoLEREJUliIiEiQwkJERIIUFiIiEqSwEBGRIIWFiIgEKSxERCRIYSEiIkEKCxERCVJYiIhIkMJCRESCFBYiIhKksBARkSCFhYiIBCksREQkSGEhIiJBCgsREQlSWIiISJDCQkREghQWIiISpLAQEZEghYWIiAQpLEREJEhhISIiQQoLEREJUliIiEiQwkJERIIUFiIiEqSwEBGRoOREV0BELjJmE12DC4v7RNcA0JWFiIjkQWEhIiJBCgsREQlSWIiISNC4h4WZbTKzejNrM7PHzGz5eNdBRESGZ1zDwszWAw8BxcCHAAceMLPi8ayHiIgMz3h3nf0kcBp4nbufNLN/BnYDdwF/N2bPqq56IiLnZdyuLMysEngN8CV3Pwng7q3A14HbxqseIiIyfOPZDLUyfr7Hs5a/AKwbx3qIiMgwjWdYzIx/789a3gRUmVnJONZFRESGYTzvWaRvHLRlLe+If0/P+DdmdhfRvQyAFjN7aWyrNylVAScmuhKTiI5Hfzoe/U3N4zHye65VwJLRqsZ4hkU6CLL3PP13vx5R7n4vcO9YV2oyM7N6d6+b6HpMFjoe/el49Kfj0V98PGpHa3vj2QzVGP9elLW8Kv59bhzrIiIiwzCeYbELaAeuzVp+FdDu7mfGsS4iIjIM4xYW7t4FPAzcmb6ZbWaFwNuBn45XPS4wF3UzXA46Hv3pePSn49HfqB4P83GcK93MriXqOvsD4B7gXcCbgNvc/f5xq4iIiAzLuIYFgJndDnwemAakgI+5+0fGtRIiIjIs4z6RoLvfR9Sd61bgsosxKMys2swOmdmmrOWlZna3mTWaWbeZ7Tazt2SVuc7MPMfPh8d1J2TM5Hp/mNk7Bnnd0z+1cTm9P6YoM0uY2Z/H741uMztsZn+Y7/q4zLxB3h9fCD3/hHytqrs3Aw9OxHNPNDMrBb4JLMyx+p+I7uF8HthO1Ez3LTO7zt2fjstcTTSQ8U+zHvuLsanx2DOzauA54A53fzRj+XXAz3M85M/d/WMZ5TYBnwJWAfXAne6+ZyzrPFaGeH88BtyR4yFvAf4br4wvmDLvDzNLAP+LaLxVDXAM+Bt3vyejzCYCr72ZrQM+C6wHXgZ+393rx2MfRtlHiY7HV4AngN8A/tHMTrj7t/JYD1BH1KJzZ/w7bXfw2d1dP+P0A8yOX8QjRDPubspYd0W87LaMZXOALuDzGcv+FfjBRO/LKB6TUuCR7OMRr3s3cBy4PetnTUaZ9URjeLYC7yPqLPH55yGWAAAFdklEQVQSUDzR+zaa749ByhcDh4CPTMX3B/BXQC/wJeD3M94nb8v3tQdqgWbgAPB+4DtEwVo10fs3zGNRHe/rezOWlRANSXgotD5j2V8C20ZUh4k+CBfTD/Beok+IV+cIi7XA+3I85jDw7Yy/twMfmuh9GaXjMeTJMZ8TH/Bo/B9iVvz3NOAo8O6J3r/RfH8MUv7d8YmwYqq9P/I5+eXz2gNfJuqyvzz+uwDYAnx6ovdxmMejFvggkMxa/jiwObQ+4+8fAveOpA76przxdT9wA9F/8H7cfau73525zMxqgPlEJwDMrBy4HHhjfF+j1cx+YmYbxr7qY+J2oAd48yDr64jCJKcpOJPxoO+PbGaWBD4AfNbdz8bLptL7YxrRp+B/SC9w9w6i5pLqfF57MzOi3pbf9bhpyt17iQLkgnp/uPt+d/9bd+9JL4uHHqwFtofWZ2yqDrjKzA6YWbuZPWVmt+RTB4XFOHL3ffGbNV9/QtSu+G/x33VEr1kZ8AngI0SfKH5iZstGsarjZdCTY54nvik1k/Ew3x+/Asylf1/6KfP+yOPkl89rPw+YNUiZ5WY2bSzqPo5+D6ggukcRXB93gphDNKnrPUQfNkqBH8T3B4eksJikzOwyomaGr7j7znhxE/A/gWvc/TPu/imiT1dGdDP8ghI4OeZz4ruYZzL+Y6LmycaMZVPq/ZFD5skvn9d+qDIwcOqhC4aZVRHd0H7E3X+U5/peohvg6939f7v73wHXAw0M7BAxwIT0hpKhmVkB0aXyKeB/pJe7+3b6X1Li7kfM7CdEn9CnkvSJ77Pu3glgZl8j6s3yLqLjMqyZjKcKM7sEeC1wY+byqfz+yD75mdkb41VDvfb5vD8uVPcQNdXdle96dz8EfDyzkLufM7PvEvWcGpLCYnL6a2AD8IZ0e2xAG1HXwikjzxPfsGYynkLeTvRB4pE8y0+F90f2yS+f135Kvj/ir294K1E34QFdXkPrc2gDZplZobt3D1ZIzVCTjJn9CvBnwEfd/SdZ695vZu/P8bC1TMV5/HPLPPFdrDMZvx24P7M9H6bu+yPj5PfHGSe/fF77Kff+MLONwOeAf3H3Lw9nvZndYWafyLHZtcDZoYICFBaTipldA9xHNHfWx3IUmQd8IO4Jkn7MrxPd7PvPcankOMnzxHfRzWQc36RcQ9S3PtuUe38McfILvvZx76i9g5SBV8LkgmBmK4DvA9uAPxruemAG8B4zW57xmOuBm8jj/THuc0NJ33/4fcANHo9YNrMiovb4eUQ3mzJPdC3u/t34cduIbkg9QPQJ+1eJBmZtdPcmLkCDHI9PEY1YvtzdT8XLfp2oZ9gn3f0D8bLvEp0M17l7R9xjZg9Rd8K8ugRONrmOR8a63wG+CCxx94M5Hjdl3h/xye8J4CBwfdx1NnN98LU3s7uJ3keXufuJeNlTwAx3Xzl+e3P+zOxJ4BrgQ0SvaR93vy+P9RXATqIxPP9BdM/mbUShe527vzxkBUZz4Ih+hjXAJntQ3lXxslw/+zPKrQd+Fr/ADcDfkzEo60L8GeR41AItRAF6N1H/+W6iT4rVGeWuJerl8T3gZqLuuA68eaL3azSPR8a6rwKHh3jslHl/AE/Gx+GDZI3iz/e1B5bF76OfA7cAX4jLvGei92+Yx2L2EOcHD63P2M4lRB8kWok6kXwVqMmnDrqykAk32CdpM1sP/F+ibrSniD4NfcjjQWgZ5TST8RRjZrMZ4j6Lu1tcLvjam9mNRM271fGiLwJ3uXvm3EgSoLCQKSE+uWwAdnl+PUBkisjntY8Heb4aaHD3reNZv6lCYSEiIkHqDSUiIkEKCxERCVJYiIhIkMJCRESCFBYiIhKksBARkaD/D43E+bYWAiReAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#女跳远直方图\n",
    "run = female[female['女跳远']!=0] #清洗掉成绩为0的和其他异常数据\n",
    "count,bins, fig= plt.hist(run['女跳远'],bins = 4,color = 'red',)\n",
    "plt.title('      女跳远直方图      ',\n",
    "          backgroundcolor = '#c5b783',\n",
    "          color = 'white',\n",
    "          weight = 'bold',\n",
    "          fontsize = 24,\n",
    "          pad = 30) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "#嵌套饼图\n",
    "bins_f = [0,16.4,22.7,25.2,100]\n",
    "bins_m = [0,16.4,23.2,26.3,100]\n",
    "labels = ['低体重','正常','超重','肥胖']\n",
    "BMI_f = female[female['BMI']!=0]\n",
    "BMI_f_count = pd.cut(BMI_f['BMI'],\n",
    "                     bins = bins_f,\n",
    "                     labels = labels,\n",
    "                     right = True).value_counts()\n",
    "BMI_f_count = pd.DataFrame(BMI_f_count)\n",
    "\n",
    "BMI_m = male[male['BMI']!=0]\n",
    "BMI_m_count = pd.cut(BMI_m['BMI'],\n",
    "                     bins = bins_m,\n",
    "                     labels = labels,\n",
    "                     right = True).value_counts()\n",
    "BMI_m_count = pd.DataFrame(BMI_m_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "正常     354\n",
       "超重      61\n",
       "肥胖      38\n",
       "低体重     13\n",
       "Name: BMI, dtype: int64"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BMI_m_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'男生（内环）女生（外环）体重指数对比图')"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "\n",
    "plt.pie(BMI_f_count['BMI'], \n",
    "        labels = BMI_f_count.index.tolist(),\n",
    "        radius=1 ,\n",
    "        pctdistance=0.85,\n",
    "        autopct='%.2f%%',\n",
    "        textprops={'fontsize': 14, 'color': 'k'},\n",
    "        wedgeprops=dict(width=0.4, edgecolor='w'))\n",
    "\n",
    "plt.pie(BMI_m_count['BMI'], \n",
    "        labels = BMI_m_count.index.tolist(),\n",
    "        radius=0.5 ,\n",
    "        pctdistance=0.55,\n",
    "        autopct='%.2f%%',\n",
    "        textprops={'fontsize': 14, 'color': 'k'},\n",
    "        wedgeprops=dict(width=0.4, edgecolor='w'))\n",
    "\n",
    "plt.title(\"男生（内环）女生（外环）体重指数对比图\")"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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